Pandas Profiling Report

Dataset statistics

Number of variables	20
Number of observations	8075
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	1
Duplicate rows (%)	< 0.1%
Total size in memory	1.2 MiB
Average record size in memory	160.0 B

Variable types

Categorical	3
Text	1
Numeric	16

Alerts

Dataset has 1 (< 0.1%) duplicate rows	Duplicates
`CO3` is highly overall correlated with `pH`	High correlation
`Ca` is highly overall correlated with `Cl` and 3 other fields	High correlation
`Cl` is highly overall correlated with `Ca` and 5 other fields	High correlation
`EC` is highly overall correlated with `Ca` and 8 other fields	High correlation
`HCO3` is highly overall correlated with `Ca` and 4 other fields	High correlation
`Mg` is highly overall correlated with `Cl` and 4 other fields	High correlation
`Na` is highly overall correlated with `Cl` and 6 other fields	High correlation
`QUALITY` is highly overall correlated with `EC`	High correlation
`SO4` is highly overall correlated with `Cl` and 3 other fields	High correlation
`TDS` is highly overall correlated with `EC` and 1 other fields	High correlation
`TH` is highly overall correlated with `Ca` and 6 other fields	High correlation
`pH` is highly overall correlated with `CO3`	High correlation
`CO3` has 6847 (84.8%) zeros	Zeros
`SO4` has 514 (6.4%) zeros	Zeros
`NO3` has 943 (11.7%) zeros	Zeros
`PO4` has 7073 (87.6%) zeros	Zeros
`K` has 184 (2.3%) zeros	Zeros
`F` has 665 (8.2%) zeros	Zeros

Reproduction

Analysis started	2024-11-05 06:02:47.015493
Analysis finished	2024-11-05 06:03:06.569891
Duration	19.55 seconds
Software version	ydata-profiling vv4.12.0
Download configuration	config.json

STATE
Categorical

Distinct	26
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	63.2 KiB

Madhya Pradesh	1112
Chhattisgarh	844
Uttar Pradesh	811
Odisha	702
TAMIL NADU	569
Other values (21)	4037

Length

Max length	17
Median length	13
Mean length	10.086563
Min length	5

Characters and Unicode

Total characters	81449
Distinct characters	40
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	A&N Islands
2nd row	A&N Islands
3rd row	A&N Islands
4th row	A&N Islands
5th row	A&N Islands

Common Values

Value	Count	Frequency (%)
Madhya Pradesh	1112	13.8%
Chhattisgarh	844	10.5%
Uttar Pradesh	811	10.0%
Odisha	702	8.7%
TAMIL NADU	569	7.0%
West Bengal	490	6.1%
RAJASTHAN	483	6.0%
Gujarat	438	5.4%
Kerala	327	4.0%
Haryana	313	3.9%
Other values (16)	1986	24.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
pradesh	2132	18.0%
madhya	1112	9.4%
chhattisgarh	844	7.1%
uttar	811	6.9%
odisha	702	5.9%
tamil	569	4.8%
nadu	569	4.8%
west	490	4.1%
bengal	490	4.1%
rajasthan	483	4.1%
Other values (22)	3626	30.7%

Most occurring characters

Value	Count	Frequency (%)
a	13789	16.9%
h	7859	9.6%
r	6075	7.5%
s	5173	6.4%
t	4711	5.8%
d	4408	5.4%
	3753	4.6%
e	3670	4.5%
A	2996	3.7%
P	2394	2.9%
Other values (30)	26621	32.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	81449	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	13789	16.9%
h	7859	9.6%
r	6075	7.5%
s	5173	6.4%
t	4711	5.8%
d	4408	5.4%
	3753	4.6%
e	3670	4.5%
A	2996	3.7%
P	2394	2.9%
Other values (30)	26621	32.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	81449	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	13789	16.9%
h	7859	9.6%
r	6075	7.5%
s	5173	6.4%
t	4711	5.8%
d	4408	5.4%
	3753	4.6%
e	3670	4.5%
A	2996	3.7%
P	2394	2.9%
Other values (30)	26621	32.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	81449	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	13789	16.9%
h	7859	9.6%
r	6075	7.5%
s	5173	6.4%
t	4711	5.8%
d	4408	5.4%
	3753	4.6%
e	3670	4.5%
A	2996	3.7%
P	2394	2.9%
Other values (30)	26621	32.7%

DISTRICT
Text

Distinct	476
Distinct (%)	5.9%
Missing	0
Missing (%)	0.0%
Memory size	63.2 KiB

Length

Max length	22
Median length	18
Mean length	8.144644
Min length	3

Characters and Unicode

Total characters	65768
Distinct characters	57
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	24 ?
Unique (%)	0.3%

Sample

1st row	South Andaman
2nd row	South Andaman
3rd row	South Andaman
4th row	South Andaman
5th row	South Andaman

Value	Count	Frequency (%)
south	177	2.0%
nagar	154	1.7%
raigarh	119	1.3%
24	115	1.3%
parganas	115	1.3%
andaman	90	1.0%
bilaspur	83	0.9%
jammu	71	0.8%
north	71	0.8%
jashpur	68	0.7%
Other values (465)	8007	88.3%

Most occurring characters

Value	Count	Frequency (%)
a	11629	17.7%
r	5496	8.4%
n	3636	5.5%
u	3538	5.4%
i	3448	5.2%
h	3190	4.9%
l	2201	3.3%
d	1985	3.0%
A	1885	2.9%
g	1834	2.8%
Other values (47)	26926	40.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	65768	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	11629	17.7%
r	5496	8.4%
n	3636	5.5%
u	3538	5.4%
i	3448	5.2%
h	3190	4.9%
l	2201	3.3%
d	1985	3.0%
A	1885	2.9%
g	1834	2.8%
Other values (47)	26926	40.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	65768	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	11629	17.7%
r	5496	8.4%
n	3636	5.5%
u	3538	5.4%
i	3448	5.2%
h	3190	4.9%
l	2201	3.3%
d	1985	3.0%
A	1885	2.9%
g	1834	2.8%
Other values (47)	26926	40.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	65768	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	11629	17.7%
r	5496	8.4%
n	3636	5.5%
u	3538	5.4%
i	3448	5.2%
h	3190	4.9%
l	2201	3.3%
d	1985	3.0%
A	1885	2.9%
g	1834	2.8%
Other values (47)	26926	40.9%

pH
Real number (ℝ)

High correlation

Distinct	328
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.8363754

Minimum	4.36
Maximum	9.73
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	63.2 KiB

Quantile statistics

Minimum	4.36
5-th percentile	7.1
Q1	7.56
median	7.84
Q3	8.12
95-th percentile	8.62
Maximum	9.73
Range	5.37
Interquartile range (IQR)	0.56

Descriptive statistics

Standard deviation	0.46076908
Coefficient of variation (CV)	0.058798749
Kurtosis	2.8053798
Mean	7.8363754
Median Absolute Deviation (MAD)	0.28
Skewness	-0.49827066
Sum	63278.732
Variance	0.21230814
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.8	273	3.4%
7.7	254	3.1%
7.9	219	2.7%
7.5	210	2.6%
7.6	205	2.5%
8	177	2.2%
7.4	170	2.1%
8.1	120	1.5%
8.2	98	1.2%
7.3	97	1.2%
Other values (318)	6252	77.4%

Value	Count	Frequency (%)
4.36	1	< 0.1%
4.4	1	< 0.1%
4.54	1	< 0.1%
4.62	1	< 0.1%
4.69	1	< 0.1%
4.91	1	< 0.1%
5.1	1	< 0.1%
5.15	1	< 0.1%
5.27	1	< 0.1%
5.64	1	< 0.1%

Value	Count	Frequency (%)
9.73	1	< 0.1%
9.25	1	< 0.1%
9.24	1	< 0.1%
9.23	1	< 0.1%
9.09	1	< 0.1%
9.08	1	< 0.1%
9.07	2	< 0.1%
9.05	3	< 0.1%
9.04	1	< 0.1%
9.03	1	< 0.1%

EC
Real number (ℝ)

High correlation

Distinct	2303
Distinct (%)	28.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	844.87133

Minimum	0
Maximum	5480
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	63.2 KiB

Quantile statistics

Minimum	0
5-th percentile	151
Q1	415.65
median	665
Q3	1073.5
95-th percentile	2190.6
Maximum	5480
Range	5480
Interquartile range (IQR)	657.85

Descriptive statistics

Standard deviation	648.41487
Coefficient of variation (CV)	0.76747174
Kurtosis	4.563005
Mean	844.87133
Median Absolute Deviation (MAD)	299
Skewness	1.8462352
Sum	6822336
Variance	420441.85
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
650	37	0.5%
400	35	0.4%
450	34	0.4%
350	33	0.4%
550	31	0.4%
480	31	0.4%
500	31	0.4%
600	29	0.4%
380	27	0.3%
410	26	0.3%
Other values (2293)	7761	96.1%

Value	Count	Frequency (%)
0	1	< 0.1%
17.74	1	< 0.1%
27.14	1	< 0.1%
28	1	< 0.1%
31	2	< 0.1%
31.33	1	< 0.1%
32	1	< 0.1%
34.5	1	< 0.1%
36	1	< 0.1%
37.44	1	< 0.1%

Value	Count	Frequency (%)
5480	1	< 0.1%
5230	1	< 0.1%
4850	1	< 0.1%
4710	1	< 0.1%
4480	1	< 0.1%
4390	1	< 0.1%
4377	1	< 0.1%
4296	1	< 0.1%
4270	1	< 0.1%
4260	1	< 0.1%

CO3
Real number (ℝ)

High correlation Zeros

Distinct	68
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.1984838

Minimum	0
Maximum	104.16
Zeros	6847
Zeros (%)	84.8%
Negative	0
Negative (%)	0.0%
Memory size	63.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	42
Maximum	104.16
Range	104.16
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	15.224688
Coefficient of variation (CV)	2.9286786
Kurtosis	11.702425
Mean	5.1984838
Median Absolute Deviation (MAD)	0
Skewness	3.3873328
Sum	41977.757
Variance	231.79113
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6847	84.8%
36	122	1.5%
24	105	1.3%
48	85	1.1%
7.057031581	82	1.0%
12	67	0.8%
60	56	0.7%
6	46	0.6%
13.02	41	0.5%
72	41	0.5%
Other values (58)	583	7.2%

Value	Count	Frequency (%)
0	6847	84.8%
3	40	0.5%
4	1	< 0.1%
6	46	0.6%
7.057031581	82	1.0%
9	33	0.4%
10	1	< 0.1%
11.88	6	0.1%
12	67	0.8%
13.02	41	0.5%

Value	Count	Frequency (%)
104.16	1	< 0.1%
96	17	0.2%
94	7	0.1%
91.14	1	< 0.1%
90	2	< 0.1%
84	22	0.3%
83	1	< 0.1%
82	4	< 0.1%
78.12	2	< 0.1%
78	24	0.3%

HCO3
Real number (ℝ)

High correlation

Distinct	861
Distinct (%)	10.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	258.36397

Minimum	0
Maximum	1464
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	63.2 KiB

Quantile statistics

Minimum	0
5-th percentile	42.73
Q1	151.8
median	244
Q3	342
95-th percentile	537
Maximum	1464
Range	1464
Interquartile range (IQR)	190.2

Descriptive statistics

Standard deviation	154.16266
Coefficient of variation (CV)	0.59668793
Kurtosis	2.7541401
Mean	258.36397
Median Absolute Deviation (MAD)	98
Skewness	1.0738915
Sum	2086289.1
Variance	23766.127
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
244	188	2.3%
183	168	2.1%
220	165	2.0%
195	151	1.9%
268	149	1.8%
305	149	1.8%
207	149	1.8%
232	147	1.8%
256	146	1.8%
293	144	1.8%
Other values (851)	6519	80.7%

Value	Count	Frequency (%)
0	2	< 0.1%
1.2	1	< 0.1%
2.5	2	< 0.1%
5	4	< 0.1%
5.1	6	0.1%
5.5	1	< 0.1%
6	17	0.2%
6.1	1	< 0.1%
6.42	1	< 0.1%
7.49	2	< 0.1%

Value	Count	Frequency (%)
1464	1	< 0.1%
1366	1	< 0.1%
1293	1	< 0.1%
1257	1	< 0.1%
1121	1	< 0.1%
1110	1	< 0.1%
1098	1	< 0.1%
1074	1	< 0.1%
1061	1	< 0.1%
1049	1	< 0.1%

Cl
Real number (ℝ)

High correlation

Distinct	1014
Distinct (%)	12.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	99.680361

Minimum	0
Maximum	1156
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	63.2 KiB

Quantile statistics

Minimum	0
5-th percentile	9.37
Q1	21
median	50
Q3	121
95-th percentile	362
Maximum	1156
Range	1156
Interquartile range (IQR)	100

Descriptive statistics

Standard deviation	131.9858
Coefficient of variation (CV)	1.3240903
Kurtosis	11.713023
Mean	99.680361
Median Absolute Deviation (MAD)	35
Skewness	3.0205236
Sum	804918.92
Variance	17420.251
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	515	6.4%
21	411	5.1%
28	313	3.9%
35	221	2.7%
7	159	2.0%
50	157	1.9%
43	154	1.9%
25	142	1.8%
18	127	1.6%
57	118	1.5%
Other values (1004)	5758	71.3%

Value	Count	Frequency (%)
0	1	< 0.1%
0.78	1	< 0.1%
1.8	1	< 0.1%
2.3	1	< 0.1%
2.8	1	< 0.1%
3	1	< 0.1%
3.1	1	< 0.1%
3.2	1	< 0.1%
3.3	2	< 0.1%
3.5	1	< 0.1%

Value	Count	Frequency (%)
1156	1	< 0.1%
1120	1	< 0.1%
1081	1	< 0.1%
1077	1	< 0.1%
1035	1	< 0.1%
1028	2	< 0.1%
1014	2	< 0.1%
978	2	< 0.1%
973	1	< 0.1%
971	1	< 0.1%

SO4
Real number (ℝ)

High correlation Zeros

Distinct	1497
Distinct (%)	18.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.028895

Minimum	0
Maximum	547
Zeros	514
Zeros (%)	6.4%
Negative	0
Negative (%)	0.0%
Memory size	63.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	8.295
median	21.7
Q3	51
95-th percentile	170
Maximum	547
Range	547
Interquartile range (IQR)	42.705

Descriptive statistics

Standard deviation	67.600635
Coefficient of variation (CV)	1.5012724
Kurtosis	14.999217
Mean	45.028895
Median Absolute Deviation (MAD)	16.7
Skewness	3.412344
Sum	363608.33
Variance	4569.8459
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	514	6.4%
10	193	2.4%
5	165	2.0%
12	154	1.9%
8	133	1.6%
14	126	1.6%
15	122	1.5%
20	116	1.4%
22	109	1.3%
25	105	1.3%
Other values (1487)	6338	78.5%

Value	Count	Frequency (%)
0	514	6.4%
0.02	1	< 0.1%
0.05	1	< 0.1%
0.1	2	< 0.1%
0.13	1	< 0.1%
0.15	1	< 0.1%
0.17	3	< 0.1%
0.21	1	< 0.1%
0.22	1	< 0.1%
0.23	1	< 0.1%

Value	Count	Frequency (%)
547	1	< 0.1%
543	1	< 0.1%
542	1	< 0.1%
538	1	< 0.1%
537.65	1	< 0.1%
531	1	< 0.1%
530	1	< 0.1%
526	1	< 0.1%
522	1	< 0.1%
521	1	< 0.1%

NO3
Real number (ℝ)

Zeros

Distinct	1128
Distinct (%)	14.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.200423

Minimum	0
Maximum	264.3
Zeros	943
Zeros (%)	11.7%
Negative	0
Negative (%)	0.0%
Memory size	63.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.5
median	12
Q3	33.1
95-th percentile	89
Maximum	264.3
Range	264.3
Interquartile range (IQR)	30.6

Descriptive statistics

Standard deviation	32.631349
Coefficient of variation (CV)	1.3483793
Kurtosis	9.001596
Mean	24.200423
Median Absolute Deviation (MAD)	11.4
Skewness	2.5902629
Sum	195418.42
Variance	1064.8049
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	943	11.7%
1	192	2.4%
2	154	1.9%
5	152	1.9%
10	141	1.7%
12	131	1.6%
11	117	1.4%
6	112	1.4%
3	112	1.4%
14	106	1.3%
Other values (1118)	5915	73.3%

Value	Count	Frequency (%)
0	943	11.7%
0.01	4	< 0.1%
0.02	4	< 0.1%
0.03	4	< 0.1%
0.04	1	< 0.1%
0.05	1	< 0.1%
0.06	5	0.1%
0.07	3	< 0.1%
0.08	4	< 0.1%
0.09	5	0.1%

Value	Count	Frequency (%)
264.3	1	< 0.1%
263	1	< 0.1%
251	1	< 0.1%
250	2	< 0.1%
248	1	< 0.1%
247	1	< 0.1%
237	1	< 0.1%
235	1	< 0.1%
232	1	< 0.1%
231	1	< 0.1%

PO4
Real number (ℝ)

Zeros

Distinct	42
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.010596161

Minimum	0
Maximum	0.24
Zeros	7073
Zeros (%)	87.6%
Negative	0
Negative (%)	0.0%
Memory size	63.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.0965
Maximum	0.24
Range	0.24
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.035095609
Coefficient of variation (CV)	3.3121061
Kurtosis	15.454218
Mean	0.010596161
Median Absolute Deviation (MAD)	0
Skewness	3.8658684
Sum	85.564
Variance	0.0012317018
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0	7073	87.6%
0.02	105	1.3%
0.1	101	1.3%
0.01	97	1.2%
0.05	94	1.2%
0.08	82	1.0%
0.2	64	0.8%
0.06	59	0.7%
0.12	58	0.7%
0.09	43	0.5%
Other values (32)	299	3.7%

Value	Count	Frequency (%)
0	7073	87.6%
0.01	97	1.2%
0.011	1	< 0.1%
0.012	3	< 0.1%
0.015	1	< 0.1%
0.02	105	1.3%
0.021	1	< 0.1%
0.024	2	< 0.1%
0.025	2	< 0.1%
0.028	1	< 0.1%

Value	Count	Frequency (%)
0.24	4	< 0.1%
0.23	5	0.1%
0.22	12	0.1%
0.21	18	0.2%
0.2	64	0.8%
0.19	4	< 0.1%
0.185	1	< 0.1%
0.182	1	< 0.1%
0.18	8	0.1%
0.17	9	0.1%

TH
Real number (ℝ)

High correlation

Distinct	972
Distinct (%)	12.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	254.38988

Minimum	0
Maximum	1600
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	63.2 KiB

Quantile statistics

Minimum	0
5-th percentile	53.3
Q1	140
median	220
Q3	320
95-th percentile	590
Maximum	1600
Range	1600
Interquartile range (IQR)	180

Descriptive statistics

Standard deviation	169.83459
Coefficient of variation (CV)	0.66761535
Kurtosis	4.9304698
Mean	254.38988
Median Absolute Deviation (MAD)	88
Skewness	1.7359621
Sum	2054198.3
Variance	28843.787
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
200	192	2.4%
180	173	2.1%
210	159	2.0%
250	158	2.0%
170	157	1.9%
190	155	1.9%
160	154	1.9%
230	151	1.9%
150	151	1.9%
240	134	1.7%
Other values (962)	6491	80.4%

Value	Count	Frequency (%)
0	1	< 0.1%
2.1	1	< 0.1%
6	1	< 0.1%
6.4	1	< 0.1%
8.56	1	< 0.1%
8.9	1	< 0.1%
10	5	0.1%
10.7	1	< 0.1%
11.5	1	< 0.1%
12.5	1	< 0.1%

Value	Count	Frequency (%)
1600	1	< 0.1%
1432	1	< 0.1%
1340	1	< 0.1%
1310	1	< 0.1%
1300	1	< 0.1%
1240	1	< 0.1%
1230	1	< 0.1%
1221	1	< 0.1%
1210	1	< 0.1%
1205	1	< 0.1%

Ca
Real number (ℝ)

High correlation

Distinct	603
Distinct (%)	7.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.51417

Minimum	0
Maximum	337
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	63.2 KiB

Quantile statistics

Minimum	0
5-th percentile	9.88
Q1	24
median	42
Q3	68
95-th percentile	124
Maximum	337
Range	337
Interquartile range (IQR)	44

Descriptive statistics

Standard deviation	38.458706
Coefficient of variation (CV)	0.74656558
Kurtosis	5.7154326
Mean	51.51417
Median Absolute Deviation (MAD)	20
Skewness	1.8940488
Sum	415976.92
Variance	1479.0721
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	289	3.6%
36	280	3.5%
24	268	3.3%
32	265	3.3%
20	249	3.1%
48	242	3.0%
44	238	2.9%
28	232	2.9%
16	212	2.6%
52	204	2.5%
Other values (593)	5596	69.3%

Value	Count	Frequency (%)
0	1	< 0.1%
1	2	< 0.1%
1.4	1	< 0.1%
1.71	1	< 0.1%
1.8	1	< 0.1%
2	10	0.1%
2.06	2	< 0.1%
2.1	4	< 0.1%
2.34	1	< 0.1%
2.7	1	< 0.1%

Value	Count	Frequency (%)
337	1	< 0.1%
325	1	< 0.1%
300	1	< 0.1%
297	1	< 0.1%
296	1	< 0.1%
284	2	< 0.1%
280	1	< 0.1%
274	1	< 0.1%
272	2	< 0.1%
270	1	< 0.1%

Mg
Real number (ℝ)

High correlation

Distinct	701
Distinct (%)	8.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.390176

Minimum	-23
Maximum	222
Zeros	16
Zeros (%)	0.2%
Negative	1
Negative (%)	< 0.1%
Memory size	63.2 KiB

Quantile statistics

Minimum	-23
5-th percentile	3.9
Q1	12.465
median	24
Q3	39
95-th percentile	80
Maximum	222
Range	245
Interquartile range (IQR)	26.535

Descriptive statistics

Standard deviation	26.058017
Coefficient of variation (CV)	0.8574487
Kurtosis	7.7487842
Mean	30.390176
Median Absolute Deviation (MAD)	12.39
Skewness	2.2109969
Sum	245400.67
Variance	679.02023
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17	248	3.1%
22	244	3.0%
29	234	2.9%
24	231	2.9%
12	230	2.8%
19	213	2.6%
34	185	2.3%
15	183	2.3%
10	178	2.2%
36	173	2.1%
Other values (691)	5956	73.8%

Value	Count	Frequency (%)
-23	1	< 0.1%
0	16	0.2%
0.036	1	< 0.1%
0.1	2	< 0.1%
0.14	1	< 0.1%
0.144	1	< 0.1%
0.338	1	< 0.1%
0.49	1	< 0.1%
0.58	1	< 0.1%
0.59	1	< 0.1%

Value	Count	Frequency (%)
222	1	< 0.1%
219	1	< 0.1%
218	1	< 0.1%
216	1	< 0.1%
214	1	< 0.1%
208	3	< 0.1%
207	1	< 0.1%
202	1	< 0.1%
199	1	< 0.1%
192	1	< 0.1%

Na
Real number (ℝ)

High correlation

Distinct	1388
Distinct (%)	17.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	77.697707

Minimum	0
Maximum	763
Zeros	12
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	63.2 KiB

Quantile statistics

Minimum	0
5-th percentile	6.2
Q1	20
median	45
Q3	92
95-th percentile	272
Maximum	763
Range	763
Interquartile range (IQR)	72

Descriptive statistics

Standard deviation	95.637121
Coefficient of variation (CV)	1.2308873
Kurtosis	9.6371994
Mean	77.697707
Median Absolute Deviation (MAD)	30
Skewness	2.7486757
Sum	627408.98
Variance	9146.4589
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	112	1.4%
16	109	1.3%
18	96	1.2%
25	96	1.2%
17	96	1.2%
20	94	1.2%
10	93	1.2%
12	93	1.2%
19	92	1.1%
32	89	1.1%
Other values (1378)	7105	88.0%

Value	Count	Frequency (%)
0	12	0.1%
0.16	1	< 0.1%
0.17	2	< 0.1%
0.22	1	< 0.1%
0.36	1	< 0.1%
0.38	2	< 0.1%
0.39	1	< 0.1%
0.41	1	< 0.1%
0.43	1	< 0.1%
0.86	1	< 0.1%

Value	Count	Frequency (%)
763	1	< 0.1%
758	1	< 0.1%
750	1	< 0.1%
742	1	< 0.1%
730	2	< 0.1%
729	1	< 0.1%
722	1	< 0.1%
714	1	< 0.1%
708	2	< 0.1%
700	1	< 0.1%

K
Real number (ℝ)

Zeros

Distinct	1103
Distinct (%)	13.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.6808923

Minimum	0
Maximum	68.87
Zeros	184
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	63.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.63
Q1	1.8
median	3.3
Q3	7
95-th percentile	27
Maximum	68.87
Range	68.87
Interquartile range (IQR)	5.2

Descriptive statistics

Standard deviation	9.5758595
Coefficient of variation (CV)	1.4333204
Kurtosis	11.718523
Mean	6.6808923
Median Absolute Deviation (MAD)	2.1
Skewness	3.1906511
Sum	53948.206
Variance	91.697084
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	516	6.4%
2	433	5.4%
3	267	3.3%
4	218	2.7%
0	184	2.3%
5	146	1.8%
6	124	1.5%
1.2	115	1.4%
2.1	105	1.3%
1.9	102	1.3%
Other values (1093)	5865	72.6%

Value	Count	Frequency (%)
0	184	2.3%
0.01	1	< 0.1%
0.03	1	< 0.1%
0.097	1	< 0.1%
0.1	2	< 0.1%
0.12	1	< 0.1%
0.13	2	< 0.1%
0.17	1	< 0.1%
0.18	1	< 0.1%
0.19	1	< 0.1%

Value	Count	Frequency (%)
68.87	1	< 0.1%
68.76	1	< 0.1%
68.3	1	< 0.1%
68	2	< 0.1%
67.52	1	< 0.1%
67	2	< 0.1%
66.7	1	< 0.1%
66	3	< 0.1%
65	3	< 0.1%
64.88	1	< 0.1%

F
Real number (ℝ)

Zeros

Distinct	517
Distinct (%)	6.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.48667878

Minimum	0
Maximum	3.9
Zeros	665
Zeros (%)	8.2%
Negative	0
Negative (%)	0.0%
Memory size	63.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.17
median	0.36
Q3	0.66
95-th percentile	1.4
Maximum	3.9
Range	3.9
Interquartile range (IQR)	0.49

Descriptive statistics

Standard deviation	0.47978311
Coefficient of variation (CV)	0.98583117
Kurtosis	8.2495078
Mean	0.48667878
Median Absolute Deviation (MAD)	0.235
Skewness	2.2851301
Sum	3929.9312
Variance	0.23019184
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	665	8.2%
0.1	249	3.1%
0.2	232	2.9%
0.3	170	2.1%
0.4	141	1.7%
0.05	107	1.3%
0.5	105	1.3%
0.24	98	1.2%
0.15	98	1.2%
0.6	97	1.2%
Other values (507)	6113	75.7%

Value	Count	Frequency (%)
0	665	8.2%
0.01	25	0.3%
0.0156	1	< 0.1%
0.02	42	0.5%
0.0245	1	< 0.1%
0.03	46	0.6%
0.04	53	0.7%
0.0425	1	< 0.1%
0.0466	1	< 0.1%
0.05	107	1.3%

Value	Count	Frequency (%)
3.9	3	< 0.1%
3.8	1	< 0.1%
3.68	1	< 0.1%
3.61	1	< 0.1%
3.6	1	< 0.1%
3.59	1	< 0.1%
3.55	1	< 0.1%
3.54	1	< 0.1%
3.52	1	< 0.1%
3.5	4	< 0.1%

SiO2
Real number (ℝ)

Distinct	223
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.46864

Minimum	0
Maximum	82
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	63.2 KiB

Quantile statistics

Minimum	0
5-th percentile	10
Q1	24
median	24
Q3	25
95-th percentile	41
Maximum	82
Range	82
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	8.8831918
Coefficient of variation (CV)	0.36304395
Kurtosis	5.9987597
Mean	24.46864
Median Absolute Deviation (MAD)	1
Skewness	1.38347
Sum	197584.27
Variance	78.911097
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24	4016	49.7%
22	187	2.3%
28	171	2.1%
25	168	2.1%
29	158	2.0%
26	155	1.9%
27	152	1.9%
21	140	1.7%
23	140	1.7%
20	138	1.7%
Other values (213)	2650	32.8%

Value	Count	Frequency (%)
0	3	< 0.1%
0.07	1	< 0.1%
0.37	1	< 0.1%
1	3	< 0.1%
1.07	1	< 0.1%
2	2	< 0.1%
2.26	1	< 0.1%
2.3	1	< 0.1%
2.43	1	< 0.1%
2.8	1	< 0.1%

Value	Count	Frequency (%)
82	2	< 0.1%
80	2	< 0.1%
78	1	< 0.1%
77	2	< 0.1%
76	1	< 0.1%
75	2	< 0.1%
74.22	1	< 0.1%
74	2	< 0.1%
73	2	< 0.1%
72.4	1	< 0.1%

TDS
Real number (ℝ)

High correlation

Distinct	1751
Distinct (%)	21.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	545.49948

Minimum	9.29
Maximum	2301
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	63.2 KiB

Quantile statistics

Minimum	9.29
5-th percentile	174.952
Q1	491
median	520
Q3	520
95-th percentile	1080
Maximum	2301
Range	2291.71
Interquartile range (IQR)	29

Descriptive statistics

Standard deviation	278.58411
Coefficient of variation (CV)	0.51069547
Kurtosis	9.1734993
Mean	545.49948
Median Absolute Deviation (MAD)	0
Skewness	2.3611611
Sum	4404908.3
Variance	77609.109
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
520	4136	51.2%
527	14	0.2%
395	13	0.2%
403	12	0.1%
426	12	0.1%
549	11	0.1%
469	11	0.1%
293	11	0.1%
456	10	0.1%
455	10	0.1%
Other values (1741)	3835	47.5%

Value	Count	Frequency (%)
9.29	1	< 0.1%
15.49	1	< 0.1%
17.78	1	< 0.1%
19.69	1	< 0.1%
21.31	1	< 0.1%
23.17	1	< 0.1%
24.31	1	< 0.1%
24.73	1	< 0.1%
24.83	1	< 0.1%
25.09	1	< 0.1%

Value	Count	Frequency (%)
2301	2	< 0.1%
2275	1	< 0.1%
2254	1	< 0.1%
2253	1	< 0.1%
2252	1	< 0.1%
2243	2	< 0.1%
2225	1	< 0.1%
2224	1	< 0.1%
2222	1	< 0.1%
2221	1	< 0.1%

HARDNESS
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	63.2 KiB

Hard	6596
Moderately	980
Soft	499

Length

Max length	10
Median length	4
Mean length	4.7281734
Min length	4

Characters and Unicode

Total characters	38180
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Hard
2nd row	Hard
3rd row	Hard
4th row	Hard
5th row	Hard

Common Values

Value	Count	Frequency (%)
Hard	6596	81.7%
Moderately	980	12.1%
Soft	499	6.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
hard	6596	81.7%
moderately	980	12.1%
soft	499	6.2%

Most occurring characters

Value	Count	Frequency (%)
a	7576	19.8%
r	7576	19.8%
d	7576	19.8%
H	6596	17.3%
e	1960	5.1%
o	1479	3.9%
t	1479	3.9%
M	980	2.6%
l	980	2.6%
y	980	2.6%
Other values (2)	998	2.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	38180	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	7576	19.8%
r	7576	19.8%
d	7576	19.8%
H	6596	17.3%
e	1960	5.1%
o	1479	3.9%
t	1479	3.9%
M	980	2.6%
l	980	2.6%
y	980	2.6%
Other values (2)	998	2.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	38180	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	7576	19.8%
r	7576	19.8%
d	7576	19.8%
H	6596	17.3%
e	1960	5.1%
o	1479	3.9%
t	1479	3.9%
M	980	2.6%
l	980	2.6%
y	980	2.6%
Other values (2)	998	2.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	38180	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	7576	19.8%
r	7576	19.8%
d	7576	19.8%
H	6596	17.3%
e	1960	5.1%
o	1479	3.9%
t	1479	3.9%
M	980	2.6%
l	980	2.6%
y	980	2.6%
Other values (2)	998	2.6%

QUALITY
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	63.2 KiB

Safe	4325
Moderately Safe	3386
Unsafe	364

Length

Max length	15
Median length	4
Mean length	8.7026625
Min length	4

Characters and Unicode

Total characters	70274
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Safe
2nd row	Safe
3rd row	Safe
4th row	Safe
5th row	Moderately Safe

Common Values

Value	Count	Frequency (%)
Safe	4325	53.6%
Moderately Safe	3386	41.9%
Unsafe	364	4.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
safe	7711	67.3%
moderately	3386	29.5%
unsafe	364	3.2%

Most occurring characters

Value	Count	Frequency (%)
e	14847	21.1%
a	11461	16.3%
f	8075	11.5%
S	7711	11.0%
M	3386	4.8%
o	3386	4.8%
d	3386	4.8%
r	3386	4.8%
t	3386	4.8%
l	3386	4.8%
Other values (5)	7864	11.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	70274	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	14847	21.1%
a	11461	16.3%
f	8075	11.5%
S	7711	11.0%
M	3386	4.8%
o	3386	4.8%
d	3386	4.8%
r	3386	4.8%
t	3386	4.8%
l	3386	4.8%
Other values (5)	7864	11.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	70274	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	14847	21.1%
a	11461	16.3%
f	8075	11.5%
S	7711	11.0%
M	3386	4.8%
o	3386	4.8%
d	3386	4.8%
r	3386	4.8%
t	3386	4.8%
l	3386	4.8%
Other values (5)	7864	11.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	70274	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	14847	21.1%
a	11461	16.3%
f	8075	11.5%
S	7711	11.0%
M	3386	4.8%
o	3386	4.8%
d	3386	4.8%
r	3386	4.8%
t	3386	4.8%
l	3386	4.8%
Other values (5)	7864	11.2%

	CO3	Ca	Cl	EC	F	HARDNESS	HCO3	K	Mg	NO3	Na	PO4	QUALITY	SO4	STATE	SiO2	TDS	TH	pH
CO3	1.000	-0.230	-0.023	0.051	0.073	0.049	-0.018	0.092	0.087	-0.113	0.140	-0.090	0.196	-0.041	0.264	-0.166	0.011	-0.064	0.577
Ca	-0.230	1.000	0.501	0.608	0.111	0.392	0.511	0.053	0.370	0.414	0.309	0.191	0.355	0.396	0.186	0.242	0.341	0.780	-0.247
Cl	-0.023	0.501	1.000	0.816	0.264	0.165	0.456	0.250	0.582	0.454	0.774	0.166	0.415	0.570	0.161	0.135	0.466	0.663	-0.062
EC	0.051	0.608	0.816	1.000	0.358	0.350	0.785	0.209	0.746	0.467	0.838	0.206	0.510	0.629	0.210	0.184	0.604	0.839	0.024
F	0.073	0.111	0.264	0.358	1.000	0.121	0.356	0.047	0.279	0.088	0.397	0.080	0.168	0.250	0.146	0.117	0.158	0.232	0.103
HARDNESS	0.049	0.392	0.165	0.350	0.121	1.000	0.448	0.059	0.379	0.142	0.149	0.063	0.215	0.152	0.392	0.140	0.277	0.482	0.193
HCO3	-0.018	0.511	0.456	0.785	0.356	0.448	1.000	0.123	0.636	0.219	0.630	0.181	0.402	0.324	0.189	0.231	0.462	0.713	0.031
K	0.092	0.053	0.250	0.209	0.047	0.059	0.123	1.000	0.138	0.089	0.245	-0.036	0.121	0.181	0.110	-0.020	0.087	0.137	0.101
Mg	0.087	0.370	0.582	0.746	0.279	0.379	0.636	0.138	1.000	0.282	0.531	0.073	0.428	0.484	0.176	0.118	0.427	0.810	0.069
NO3	-0.113	0.414	0.454	0.467	0.088	0.142	0.219	0.089	0.282	1.000	0.357	0.184	0.253	0.402	0.146	0.095	0.305	0.427	-0.189
Na	0.140	0.309	0.774	0.838	0.397	0.149	0.630	0.245	0.531	0.357	1.000	0.200	0.407	0.535	0.172	0.139	0.501	0.523	0.117
PO4	-0.090	0.191	0.166	0.206	0.080	0.063	0.181	-0.036	0.073	0.184	0.200	1.000	0.085	0.121	0.227	0.105	0.177	0.146	-0.073
QUALITY	0.196	0.355	0.415	0.510	0.168	0.215	0.402	0.121	0.428	0.253	0.407	0.085	1.000	0.315	0.360	0.109	0.390	0.486	0.264
SO4	-0.041	0.396	0.570	0.629	0.250	0.152	0.324	0.181	0.484	0.402	0.535	0.121	0.315	1.000	0.173	0.024	0.369	0.530	-0.058
STATE	0.264	0.186	0.161	0.210	0.146	0.392	0.189	0.110	0.176	0.146	0.172	0.227	0.360	0.173	1.000	0.398	0.360	0.184	0.309
SiO2	-0.166	0.242	0.135	0.184	0.117	0.140	0.231	-0.020	0.118	0.095	0.139	0.105	0.109	0.024	0.398	1.000	0.123	0.207	-0.038
TDS	0.011	0.341	0.466	0.604	0.158	0.277	0.462	0.087	0.427	0.305	0.501	0.177	0.390	0.369	0.360	0.123	1.000	0.485	-0.021
TH	-0.064	0.780	0.663	0.839	0.232	0.482	0.713	0.137	0.810	0.427	0.523	0.146	0.486	0.530	0.184	0.207	0.485	1.000	-0.094
pH	0.577	-0.247	-0.062	0.024	0.103	0.193	0.031	0.101	0.069	-0.189	0.117	-0.073	0.264	-0.058	0.309	-0.038	-0.021	-0.094	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	STATE	DISTRICT	pH	EC	HCO3	Cl	SO4	NO3	TH	Ca	Mg	Na	K	F	SiO2	TDS	HARDNESS	QUALITY
0	A&N Islands	South Andaman	7.74	349.0	183.0	25.0	1.0	1.0	175.0	34.0	22.0	10.0	0.0	0.84	24.0	206.0	Hard	Safe
1	A&N Islands	South Andaman	7.53	660.0	262.0	82.0	5.0	1.0	250.0	52.0	29.0	51.0	1.0	0.28	24.0	381.0	Hard	Safe
2	A&N Islands	South Andaman	7.50	270.0	116.0	35.0	1.0	0.0	125.0	4.0	28.0	10.0	1.0	0.46	24.0	151.0	Hard	Safe
3	A&N Islands	South Andaman	7.60	311.0	159.0	39.0	2.0	0.0	135.0	26.0	17.0	15.0	2.0	0.37	24.0	198.0	Hard	Safe
4	A&N Islands	South Andaman	7.82	2501.0	512.0	560.0	56.0	5.0	465.0	56.0	79.0	336.0	18.0	0.95	24.0	1424.0	Hard	Moderately Safe
5	A&N Islands	South Andaman	7.71	264.0	153.0	35.0	1.0	1.0	130.0	26.0	16.0	15.0	0.0	0.57	24.0	188.0	Hard	Safe
6	A&N Islands	South Andaman	7.79	535.0	323.0	28.0	1.0	1.0	245.0	38.0	36.0	19.0	0.0	0.41	24.0	321.0	Hard	Safe
7	A&N Islands	South Andaman	7.78	440.0	226.0	39.0	1.0	1.0	190.0	36.0	24.0	22.0	2.0	0.69	24.0	264.0	Hard	Safe
8	A&N Islands	N&M Andaman	7.92	592.0	317.0	35.0	1.0	0.0	265.0	34.0	44.0	15.0	2.0	0.32	24.0	325.0	Hard	Safe
9	A&N Islands	N&M Andaman	7.78	456.0	226.0	21.0	5.0	2.0	205.0	38.0	27.0	14.0	7.0	0.60	24.0	251.0	Hard	Safe

	STATE	DISTRICT	pH	EC	CO3	HCO3	Cl	SO4	NO3	TH	Ca	Mg	Na	K	F	SiO2	TDS	HARDNESS	QUALITY
8065	West Bengal	South 24 Parganas	8.87	1037.0	45.0	305.0	74.0	0.0	0.0	200.0	52.0	17.0	102.0	3.5	0.35	24.0	462.0	Hard	Moderately Safe
8066	West Bengal	South 24 Parganas	8.93	1799.0	51.0	348.0	312.0	42.0	19.0	300.0	34.0	52.0	306.0	10.5	0.26	24.0	1018.0	Hard	Moderately Safe
8067	West Bengal	South 24 Parganas	8.87	1812.0	39.0	293.0	379.0	5.0	0.0	270.0	90.0	11.0	297.0	7.8	0.70	24.0	987.0	Hard	Moderately Safe
8068	West Bengal	South 24 Parganas	8.54	822.0	30.0	275.0	124.0	20.0	6.0	160.0	14.0	30.0	165.0	4.0	0.00	24.0	549.0	Hard	Moderately Safe
8069	West Bengal	South 24 Parganas	8.14	1231.0	0.0	592.0	102.0	3.0	0.0	65.0	24.0	1.0	278.0	5.7	0.11	24.0	772.0	Moderately	Moderately Safe
8070	West Bengal	South 24 Parganas	8.53	827.0	27.0	256.0	117.0	32.0	6.0	235.0	26.0	41.0	122.0	4.2	0.00	24.0	521.0	Hard	Moderately Safe
8071	West Bengal	South 24 Parganas	8.48	755.0	30.0	275.0	99.0	0.0	0.0	175.0	24.0	28.0	120.0	3.8	0.00	24.0	460.0	Hard	Unsafe
8072	West Bengal	South 24 Parganas	8.48	856.0	30.0	262.0	131.0	0.0	0.0	170.0	14.0	33.0	135.0	4.6	0.00	24.0	496.0	Hard	Unsafe
8073	West Bengal	South 24 Parganas	8.71	717.0	30.0	275.0	64.0	0.0	0.0	285.0	56.0	35.0	32.0	5.2	0.12	24.0	378.0	Hard	Moderately Safe
8074	West Bengal	South 24 Parganas	8.74	1173.0	30.0	250.0	188.0	5.0	0.0	265.0	30.0	46.0	132.0	5.4	0.14	24.0	572.0	Hard	Moderately Safe

Most frequently occurring

	STATE	DISTRICT	pH	EC	CO3	HCO3	Cl	SO4	NO3	PO4	TH	Ca	Mg	Na	K	F	SiO2	TDS	HARDNESS	QUALITY	# duplicates
0	Gujarat	Rajkot	7.92	1333.0	0.0	537.0	170.0	35.0	22.0	0.0	180.0	36.0	22.0	240.0	0.5	0.55	49.0	893.0	Hard	Moderately Safe	2

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring